Why pixel-based attribution broke
Opt-outs, capped attribution windows, and cookie loss mean pixels now miss and misattribute a large share of conversions. Patching them with modeled conversions inside each platform just re-introduces the platform's bias.
The first-party alternative
Your Shopify orders and GA4 exports are first-party and complete. Causal modeling on that history estimates each channel's incremental contribution without tracking individual users - privacy-safe by construction, and unaffected by the next browser change.
Frequently asked questions
Do I need to install anything?
No - it runs on your existing Shopify + GA4 exports.Is this affected by iOS or cookie changes?
No - it uses aggregate first-party data, not user-level tracking.
The pillar this guide links up to: Causal Attribution